Pith Number

pith:UMFHH3D6

pith:2024:UMFHH3D6OB5Y52N6STDYCZBWCH

not attested not anchored not stored refs pending

Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning

Alex Christopher Stutts, Amit Ranjan Trivedi, Danilo Erricolo, Theja Tulabandhula

arxiv:2402.07107 v3 · 2024-02-11 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UMFHH3D6OB5Y52N6STDYCZBWCH}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T08:27:03.502627Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a30a73ec7e707b8ee9be94c781643611cd69868eb7fa8be43526de538cf07d99

Aliases

arxiv: 2402.07107 · arxiv_version: 2402.07107v3 · doi: 10.48550/arxiv.2402.07107 · pith_short_12: UMFHH3D6OB5Y · pith_short_16: UMFHH3D6OB5Y52N6 · pith_short_8: UMFHH3D6

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/UMFHH3D6OB5Y52N6STDYCZBWCH \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: a30a73ec7e707b8ee9be94c781643611cd69868eb7fa8be43526de538cf07d99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ad430371eb9d4cdb454bbd8e53f19f2735a52ac1a4eba62bab12ff07d2f16ac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-11T05:17:56Z",
    "title_canon_sha256": "da953673511b123ccd2063ce4780aa7f9538f27b0d03c6abeda320efbf281858"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07107",
    "kind": "arxiv",
    "version": 3
  }
}